Pandas Profiling Report

Dataset statistics

Number of variables	13
Number of observations	215094
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	93.2 MiB
Average record size in memory	454.6 B

Variable types

NUM	8
CAT	4
BOOL	1

Reproduction

Analysis started	2020-03-09 05:51:48.501235
Analysis finished	2020-03-09 06:01:52.642760
Version	pandas-profiling v2.5.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

`회원번호` has a high cardinality: 215094 distinct values	High cardinality
`회원이름` has a high cardinality: 150751 distinct values	High cardinality
`담당자` has a high cardinality: 2157 distinct values	High cardinality
`진행률` is highly correlated with `총불입액`	High Correlation
`총불입액` is highly correlated with `진행률`	High Correlation
`상태` has 3665 (1.7%) zeros	Zeros

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct count	215094
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	120606.92464224943
Minimum	0
Maximum	234612
Zeros	1
Zeros (%)	< 0.1%
Memory size	1.6 MiB

Quantile statistics

Minimum	0
5-th percentile	12196.65
Q1	64479.25
median	121871.5
Q3	178243.75
95-th percentile	222708.35
Maximum	234612
Range	234612
Interquartile range (IQR)	113764.5

Descriptive statistics

Standard deviation	66721.49409
Coefficient of variation (CV)	0.553214455
Kurtosis	-1.159724153
Mean	120606.9246
Median Absolute Deviation (MAD)	57552.93947
Skewness	-0.06307497504
Sum	2.594182585e+10
Variance	4451757774

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 0. 11343.5 19639.5 36392.5 53461.5 ... 226652.5 228076.5 228248.5 228347.5 234612. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
2047	1	< 0.1%
213309	1	< 0.1%
4439	1	< 0.1%
6486	1	< 0.1%
341	1	< 0.1%
2388	1	< 0.1%
14674	1	< 0.1%
8529	1	< 0.1%
10576	1	< 0.1%
53583	1	< 0.1%
Other values (215084)	215084	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Value	Count	Frequency (%)
234612	1	< 0.1%
234611	1	< 0.1%
234610	1	< 0.1%
234609	1	< 0.1%
234607	1	< 0.1%

회원번호
Categorical

HIGH CARDINALITY
UNIFORM
UNIQUE

Distinct count	215094
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

211A001321	1
1022A00439	1
218A053829	1
209A034678	1
214A039899	1
Other values (215089)	215089

Value	Count	Frequency (%)
211A001321	1	< 0.1%
1022A00439	1	< 0.1%
218A053829	1	< 0.1%
209A034678	1	< 0.1%
214A039899	1	< 0.1%
211A005424	1	< 0.1%
218A037566	1	< 0.1%
215A011382	1	< 0.1%
214A007287	1	< 0.1%
218A048025	1	< 0.1%
Other values (215084)	215084	> 99.9%

Length

Max length	11
Mean length	10.00073456
Min length	10

Value	Count	Frequency (%)
Uppercase_Letter	16	57.1%
Decimal_Number	10	35.7%
Dash_Punctuation	1	3.6%
Connector_Punctuation	1	3.6%

Value	Count	Frequency (%)
Latin	16	57.1%
Common	12	42.9%

Value	Count	Frequency (%)
ASCII	28	100.0%

회원이름
Categorical

HIGH CARDINALITY
UNIFORM

Distinct count	150751
Unique (%)	70.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

주식회사에프피에이110111	70
임덕길470529	24
대성건설(주)124-81	20
강성복551227	12
백승식720219	12
Other values (150746)	214956

Value	Count	Frequency (%)
주식회사에프피에이110111	70	< 0.1%
임덕길470529	24	< 0.1%
대성건설(주)124-81	20	< 0.1%
강성복551227	12	< 0.1%
백승식720219	12	< 0.1%
(주)지케이씨교역540605	10	< 0.1%
김숙경550210	9	< 0.1%
김현순650213	8	< 0.1%
이정애740710	8	< 0.1%
김현영731018	8	< 0.1%
Other values (150741)	214913	99.9%

Length

Max length	25
Mean length	9.006541326
Min length	8

Value	Count	Frequency (%)
Other_Letter	502	90.6%
Uppercase_Letter	26	4.7%
Decimal_Number	10	1.8%
Lowercase_Letter	9	1.6%
Other_Punctuation	3	0.5%
Open_Punctuation	1	0.2%
Dash_Punctuation	1	0.2%
Space_Separator	1	0.2%
Close_Punctuation	1	0.2%

Value	Count	Frequency (%)
Hangul	502	90.6%
Latin	35	6.3%
Common	17	3.1%

Value	Count	Frequency (%)
Hangul	502	90.6%
ASCII	52	9.4%

주소
Categorical

Distinct count	46
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

경기	59425
서울	54498
인천	16745
경상	11440
광주	9080
Other values (41)	63906

Value	Count	Frequency (%)
경기	59425	27.6%
서울	54498	25.3%
인천	16745	7.8%
경상	11440	5.3%
광주	9080	4.2%
부산	8535	4.0%
전라	8133	3.8%
강원	7861	3.7%
충청	7778	3.6%
대전	6562	3.1%
Other values (36)	25037	11.6%

Length

Max length	2
Mean length	1.999958158
Min length	1

Value	Count	Frequency (%)
Other_Letter	46	93.9%
Decimal_Number	1	2.0%
Other_Punctuation	1	2.0%
Space_Separator	1	2.0%

Value	Count	Frequency (%)
Hangul	46	93.9%
Common	3	6.1%

Value	Count	Frequency (%)
Hangul	46	93.9%
ASCII	3	6.1%

상품금액
Real number (ℝ)

Distinct count	24
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-5.338303537003924e-17
Minimum	-0.7986044124117965
Maximum	1.5977112022246545
Zeros	0
Zeros (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	-0.7986044124
5-th percentile	-0.4220822269
Q1	-0.1827425431
median	0.1383228864
Q3	0.1383228864
95-th percentile	0.3134494843
Maximum	1.597711202
Range	2.396315615
Interquartile range (IQR)	0.3210654295

Descriptive statistics

Standard deviation	0.2108972254
Coefficient of variation (CV)	-3.950641322e+15
Kurtosis	-0.6663673791
Mean	-5.338303537e-17
Median Absolute Deviation (MAD)	0.1830777386
Skewness	-0.6135871896
Sum	-1.148237061e-11
Variance	0.04447763968

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[-0.79860441 -0.78401053 -0.62201843 -0.44835122 -0.41916345 ... 0.38875392 0.4465457 0.50492123 1.08167149 1.5977112 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0.1383228864	92906	43.2%
0.05075958742	35183	16.4%
-0.2994936084	31927	14.8%
-0.1827425431	21790	10.1%
0.3134494843	15757	7.3%
-0.4220822269	13124	6.1%
-0.1243670105	2357	1.1%
-0.03680371153	848	0.4%
-0.2294429692	268	0.1%
-0.4746202063	234	0.1%
Other values (14)	700	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.7986044124	40	< 0.1%
-0.7694166461	3	< 0.1%
-0.4746202063	234	0.1%
-0.4220822269	13124	6.1%
-0.4162446737	56	< 0.1%

Value	Count	Frequency (%)
1.597711202	10	< 0.1%
0.5656317853	48	< 0.1%
0.5177638485	1	< 0.1%
0.4920786141	78	< 0.1%
0.4010127832	26	< 0.1%

총불입액
Real number (ℝ)

HIGH CORRELATION

Distinct count	935
Unique (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-9.72522624563091e-17
Minimum	-0.998736450200167
Maximum	7.221497364246479
Zeros	0
Zeros (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	-0.9987364502
5-th percentile	-0.9831526693
Q1	-0.924187012
median	-0.5956640641
Q3	0.01083983987
95-th percentile	3.043359359
Maximum	7.221497364
Range	8.220233814
Interquartile range (IQR)	0.9350268519

Descriptive statistics

Standard deviation	1.364240623
Coefficient of variation (CV)	-1.402785486e+16
Kurtosis	1.691116703
Mean	-9.725226246e-17
Median Absolute Deviation (MAD)	1.02395518
Skewness	1.649109372
Sum	-2.091837814e-11
Variance	1.861152476

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[-0.99873645 -0.99852586 -0.99789408 -0.99052338 -0.98462681 ... 4.56972752 5.03471384 5.317749 5.72208494 7.22149736], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
-0.9831526693	13853	6.4%
3.043359359	13538	6.3%
-0.949458008	8544	4.0%
-0.974729004	7931	3.7%
2.335771472	6289	2.9%
-0.9663053387	5958	2.8%
-0.898916016	5126	2.4%
-0.848374024	5048	2.3%
-0.9696748048	4548	2.1%
-0.696748048	3714	1.7%
Other values (925)	140545	65.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.9987364502	137	0.1%
-0.9983152669	49	< 0.1%
-0.9974729004	6	< 0.1%
-0.9966305339	7	< 0.1%
-0.9962093506	6	< 0.1%

Value	Count	Frequency (%)
7.221497364	1	< 0.1%
7.167585906	1	< 0.1%
7.086718719	3	< 0.1%
6.817161428	1	< 0.1%
6.581298799	13	< 0.1%

해약금액
Real number (ℝ)

Distinct count	1824
Unique (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.959851466061581e-17
Minimum	-1.0
Maximum	38.33902623366825
Zeros	0
Zeros (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	-1
95-th percentile	7.711726823
Maximum	38.33902623
Range	39.33902623
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.590347583
Coefficient of variation (CV)	1.213016134e+17
Kurtosis	16.95820195
Mean	2.959851466e-17
Median Absolute Deviation (MAD)	1.768771693
Skewness	4.112052435
Sum	6.366462912e-12
Variance	12.89059576

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[-1. -0.99680294 -0.99299692 -0.99188049 -0.98848045 ... 25.67994885 25.90308313 25.90321 26.44901869 38.33902623], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
-1	176137	81.9%
-0.8985061243	7801	3.6%
-0.8477591864	2470	1.1%
18.73040944	1955	0.9%
-0.8173110237	1538	0.7%
-0.7970122485	1431	0.7%
15.26946828	1119	0.5%
-0.7564146982	1099	0.5%
-0.715817148	481	0.2%
-0.6955183728	372	0.2%
Other values (1814)	20691	9.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1	176137	81.9%
-0.9936058858	17	< 0.1%
-0.9923879593	120	0.1%
-0.9913730206	16	< 0.1%
-0.9898506124	33	< 0.1%

Value	Count	Frequency (%)
38.33902623	2	< 0.1%
36.18735607	1	< 0.1%
35.53779526	1	< 0.1%
31.1056592	1	< 0.1%
30.96295881	1	< 0.1%

담당자
Categorical

HIGH CARDINALITY

Distinct count	2157
Unique (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

더피플라이프	72013
금강종합상조(주)	28707
강대석	6336
김영권	4857
이덕술	4749
Other values (2152)	98432

Value	Count	Frequency (%)
더피플라이프	72013	33.5%
금강종합상조(주)	28707	13.3%
강대석	6336	2.9%
김영권	4857	2.3%
이덕술	4749	2.2%
김영경	4241	2.0%
제이앤지	1848	0.9%
심상열	1818	0.8%
고달진	1703	0.8%
안미나	1489	0.7%
Other values (2147)	87333	40.6%

Length

Max length	11
Mean length	4.831027365
Min length	2

Value	Count	Frequency (%)
Other_Letter	252	96.9%
Uppercase_Letter	4	1.5%
Decimal_Number	2	0.8%
Open_Punctuation	1	0.4%
Close_Punctuation	1	0.4%

Value	Count	Frequency (%)
Hangul	252	96.9%
Common	4	1.5%
Latin	4	1.5%

Value	Count	Frequency (%)
Hangul	252	96.9%
ASCII	8	3.1%

연체횟수
Real number (ℝ)

Distinct count	352
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-1.247365974983095e-16
Minimum	-26.68776495086311
Maximum	5.838577246426644
Zeros	0
Zeros (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	-26.68776495
5-th percentile	-1
Q1	-1
median	-1
Q3	0.9538792133
95-th percentile	4.286967283
Maximum	5.838577246
Range	32.5263422
Interquartile range (IQR)	1.953879213

Descriptive statistics

Standard deviation	2.133398092
Coefficient of variation (CV)	-1.710322499e+16
Kurtosis	24.98001465
Mean	-1.247365975e-16
Median Absolute Deviation (MAD)	1.460643645
Skewness	-2.079096372
Sum	-2.68300937e-11
Variance	4.551387419

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[-26.68776495 -23.15354226 -21.7743334 -20.68245972 -20.51005861 ... 4.71797005 5.29264041 5.69490966 5.80984373 5.83857725], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
-1	118228	55.0%
-0.9425329643	4983	2.3%
4.689236533	3586	1.7%
-0.8850659286	2372	1.1%
-0.7126648216	1885	0.9%
2.275621034	1862	0.9%
-0.8275988929	1758	0.8%
-0.7701318573	1688	0.8%
1.873351784	1535	0.7%
2.045752891	1526	0.7%
Other values (342)	75671	35.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-26.68776495	1	< 0.1%
-23.18227577	1	< 0.1%
-23.12480874	2	< 0.1%
-23.0673417	2	< 0.1%
-22.8949406	2	< 0.1%

Value	Count	Frequency (%)
5.838577246	149	0.1%
5.781110211	83	< 0.1%
5.723643175	60	< 0.1%
5.666176139	52	< 0.1%
5.608709104	42	< 0.1%

성별
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

1	113423
0	101671

Frequency Table

Value	Count	Frequency (%)
1	113423	52.7%
0	101671	47.3%

나이
Real number (ℝ)

Distinct count	91
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-5.021176594211611e-18
Minimum	-0.6220244293954389
Maximum	1.1598604034546345
Zeros	0
Zeros (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	-0.6220244294
5-th percentile	-0.4420360624
Q1	-0.172053512
median	0.007934854945
Q3	0.1699243852
95-th percentile	0.4219080989
Maximum	1.159860403
Range	1.781884833
Interquartile range (IQR)	0.3419778972

Descriptive statistics

Standard deviation	0.2560015726
Coefficient of variation (CV)	-5.098437942e+16
Kurtosis	-0.4298260064
Mean	-5.021176594e-18
Median Absolute Deviation (MAD)	0.2079769809
Skewness	0.007568506106
Sum	-1.080024958e-12
Variance	0.06553680519

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[-0.62202443 -0.59502617 -0.57702734 -0.5590285 -0.54102966 ... 0.95287378 0.97087262 1.01586971 1.15086099 1.1598604 ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0.07993020173	6518	3.0%
0.06193136503	6261	2.9%
0.04393252834	6111	2.8%
-0.06406049184	6033	2.8%
-0.01006398175	5876	2.7%
0.007934854945	5852	2.7%
0.09792903842	5840	2.7%
-0.04606165514	5569	2.6%
0.1159278751	5525	2.6%
-0.02806281845	5511	2.6%
Other values (81)	155998	72.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.6220244294	112	0.1%
-0.6040255927	182	0.1%
-0.586026756	313	0.1%
-0.5680279193	483	0.2%
-0.5500290826	671	0.3%

Value	Count	Frequency (%)
1.159860403	24	< 0.1%
1.141861567	3	< 0.1%
1.12386273	1	< 0.1%
1.105863893	1	< 0.1%
1.051867383	2	< 0.1%

진행률
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	605
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.22027684045492693
Minimum	0.002564102564102564
Maximum	1.2512820512820513
Zeros	0
Zeros (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	0.002564102564
5-th percentile	0.002777777778
Q1	0.012
median	0.06923076923
Q3	0.1722222222
95-th percentile	1
Maximum	1.251282051
Range	1.248717949
Interquartile range (IQR)	0.1602222222

Descriptive statistics

Standard deviation	0.3297116756
Coefficient of variation (CV)	1.496805905
Kurtosis	1.024747933
Mean	0.2202768405
Median Absolute Deviation (MAD)	0.2521903989
Skewness	1.612337493
Sum	47380.22672
Variance	0.108709789

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0.0025641 0.00267094 0.00305556 0.00356061 0.00381702 ... 0.98666667 0.99083333 0.99583333 1.00357143 1.25128205], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1	23750	11.0%
0.002564102564	8753	4.1%
0.003846153846	7785	3.6%
0.007692307692	7232	3.4%
0.002777777778	5097	2.4%
0.004	4548	2.1%
0.01	4170	1.9%
0.01538461538	4131	1.9%
0.008	3407	1.6%
0.02307692308	3387	1.6%
Other values (595)	142834	66.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.002564102564	8753	4.1%
0.002777777778	5097	2.4%
0.003333333333	8	< 0.1%
0.003787878788	49	< 0.1%
0.003846153846	7785	3.6%

Value	Count	Frequency (%)
1.251282051	1	< 0.1%
1.01	7	< 0.1%
1.007142857	1	< 0.1%
1	23750	11.0%
0.9916666667	18	< 0.1%

상태
Real number (ℝ_≥0)

ZEROS

Distinct count	5
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.1685216695956187
Minimum	0
Maximum	4
Zeros	3665
Zeros (%)	1.7%
Memory size	1.6 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	3
Q3	3
95-th percentile	4
Maximum	4
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.063133396
Coefficient of variation (CV)	0.490257216
Kurtosis	-1.500647419
Mean	2.16852167
Median Absolute Deviation (MAD)	1.008188777
Skewness	-0.1720879326
Sum	466436
Variance	1.130252619

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0. 1.5 2.5 3.5 4. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
3	106467	49.5%
1	84623	39.3%
4	10867	5.1%
2	9472	4.4%
0	3665	1.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3665	1.7%
1	84623	39.3%
2	9472	4.4%
3	106467	49.5%
4	10867	5.1%

Value	Count	Frequency (%)
4	10867	5.1%
3	106467	49.5%
2	9472	4.4%
1	84623	39.3%
0	3665	1.7%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Count
Matrix

First rows

	df_index	회원번호	회원이름	주소	상품금액	총불입액	해약금액	담당자	연체횟수	성별	나이	진행률	상태
0	0	0022A00001	이옥성590318	경기	-0.299494	3.043359	18.730409	더피플라이프	-1.000000	0	0.097929	1.00	0
1	1	0072A00001	안성열581125	경기	-0.299494	3.043359	-1.000000	더피플라이프	-1.000000	0	0.115928	1.00	2
2	2	0072A00002	배준택831121	부산	-0.299494	1.749484	-1.000000	더피플라이프	0.838945	0	-0.334043	0.68	3
3	3	0072A00003	배민규821023	울산	-0.299494	3.043359	-1.000000	더피플라이프	-1.000000	0	-0.316044	1.00	2
4	4	0072A00006	최금순340728	경기	-0.299494	3.043359	-1.000000	더피플라이프	-1.000000	1	0.547900	1.00	2
5	5	0072A00007	주병오520206	서울	-0.299494	1.830352	11.301058	더피플라이프	0.724011	0	0.223921	0.70	1
6	6	0072A00021	정성제760210	서울	-0.299494	3.043359	-1.000000	더피플라이프	-1.000000	0	-0.208051	1.00	4
7	7	0072A00022	신영주541016	충청	-0.299494	3.043359	-1.000000	더피플라이프	-1.000000	1	0.187923	1.00	4
8	8	0072A00026	윤일선521001	서울	-0.299494	2.881625	17.938757	더피플라이프	-0.770132	1	0.223921	0.96	1
9	9	0072A00027	김건용530815	서울	-0.299494	3.043359	-1.000000	더피플라이프	-1.000000	1	0.205922	1.00	4

Last rows

	df_index	회원번호	회원이름	주소	상품금액	총불입액	해약금액	담당자	연체횟수	성별	나이	진행률	상태
215084	234600	U022A21089	백쌍순320814	부산	-0.299494	1.345148	8.256241	더피플라이프	1.413615	1	0.583898	0.580000	1
215085	234601	U022A21090	손희락520228	부산	-0.299494	2.355988	15.370962	더피플라이프	-0.023060	0	0.223921	0.830000	1
215086	234602	U022A21305	길준분660312	부산	-0.299494	1.183414	7.403693	더피플라이프	1.643484	1	-0.028063	0.540000	1
215087	234605	U022A21379	김관수370127	경남	-0.299494	-0.191328	-1.000000	더피플라이프	3.597363	0	0.493903	0.200000	1
215088	234606	U022A22154	김순옥561026	부산	-0.299494	-0.878699	-1.000000	더피플라이프	4.574302	1	0.151926	0.030000	1
215089	234607	U022A22155	조길찬761012	부산	-0.299494	-0.878699	-1.000000	더피플라이프	4.574302	0	-0.208051	0.030000	1
215090	234609	U244A00803	배상호820807	부산	-0.299494	1.897741	11.585241	더피플라이프	-0.023060	0	-0.316044	0.716667	1
215091	234610	U244A00804	배규태830402	부산	-0.299494	3.043359	-1.000000	더피플라이프	-1.000000	0	-0.334043	1.000000	4
215092	234611	U244A00805	김군자490809	부산	-0.299494	-0.932611	-1.000000	더피플라이프	2.390555	1	0.277917	0.016667	1
215093	234612	U244A00806	정일선540801	부산	-0.299494	-0.191328	-1.000000	더피플라이프	1.758418	1	0.187923	0.200000	1

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Missing values

Sample

First rows

Last rows